sample_traffic_sa

task_0 (eval)

data

path ~/dataset/traffic/traffic.csv
seq_len pred_len Start of Input Window End of Input Window Start of Prediction Window End of Prediction Window
sample 0 672 168 2018-01-08 22:00:00 2018-02-05 21:00:00 2018-02-05 22:00:00 2018-02-12 21:00:00
sample 3340 672 168 2018-05-28 02:00:00 2018-06-25 01:00:00 2018-06-25 02:00:00 2018-07-02 01:00:00
cols_org means stds q1s q2s q3s
y0 0 0.05325746411483254 0.06929838499896554 0.014375 0.04710 0.05960
y1 1 0.04573423444976076 0.04802221272311572 0.017375 0.03650 0.05130
y2 2 0.10967385167464115 0.08396715194861795 0.035800 0.08490 0.16790
y3 3 0.05727435406698564 0.040716410634293536 0.026500 0.05910 0.07040
y4 4 0.026944354066985643 0.036270727657360884 0.007800 0.01920 0.02320
y5 5 0.06045004784688995 0.07347395999480116 0.014000 0.04220 0.05330
y6 6 0.06713260765550239 0.065815487124505 0.021000 0.04950 0.07040
y7 7 0.061888253588516746 0.05532741889395478 0.022900 0.05630 0.07120
y8 8 0.07017897129186602 0.052967286814596934 0.027500 0.06295 0.08280
y9 9 0.0856984928229665 0.08901039019247689 0.023275 0.07195 0.09970
y10 10 0.04422595693779905 0.036450677974270644 0.015700 0.04150 0.05330
y11 11 0.05633318181818181 0.0439212427030965 0.026900 0.05300 0.06720
y12 12 0.07088528708133972 0.06533599401692262 0.031100 0.06460 0.07690
y13 13 0.04371232057416268 0.04052746528968959 0.010400 0.03910 0.05430
y14 14 0.10761040669856459 0.0784319307856465 0.037200 0.09795 0.12733
y15 15 0.08466308612440192 0.04981405466012559 0.051400 0.09265 0.10020
y16 16 0.045384808612440194 0.028263992506313725 0.022700 0.04310 0.06270
y17 17 0.057834258373205744 0.0444372099882393 0.024575 0.05150 0.06930
y18 18 0.04720724880382775 0.032267918982236576 0.019500 0.04320 0.05970
y19 19 0.0578022009569378 0.07887881348611953 0.012875 0.04640 0.05970
y20 20 0.04587846889952153 0.027788199563567897 0.015700 0.05100 0.06660
y21 21 0.07738291866028708 0.07439866760996085 0.017475 0.06405 0.09030
y22 22 0.04294533492822967 0.037700067563445704 0.011775 0.03940 0.05480
y23 23 0.10536722488038278 0.07640147527827564 0.037775 0.08350 0.16183
y24 24 0.05051282296650718 0.06280896520211479 0.014100 0.03200 0.05100
y25 25 0.08139842105263156 0.06111539258415371 0.036200 0.07465 0.09523
y26 26 0.06022086124401914 0.04448598484676311 0.026900 0.05780 0.06960
y27 27 0.049751220095693785 0.0372103715397499 0.023500 0.05035 0.06300
y28 28 0.07406811004784689 0.034074604111952754 0.044975 0.08070 0.09083
y29 29 0.052503995215311 0.04809611932135073 0.020600 0.05120 0.06100
y30 30 0.07019739234449761 0.06436091418590037 0.021000 0.05730 0.07170
y31 31 0.07001102870813398 0.055946174782008695 0.031900 0.05790 0.07463
y32 32 0.06667406698564593 0.05478367710865313 0.026100 0.06120 0.07963
y33 33 0.0757084928229665 0.04956614977742395 0.039875 0.07355 0.09380
y34 34 0.03411191387559809 0.022522129962433534 0.015000 0.03460 0.04300
y35 35 0.05213117224880383 0.02698051120246956 0.024100 0.05910 0.07080
y36 36 0.02871562200956938 0.019091158317064993 0.009600 0.03030 0.04110
y37 37 0.07696356459330145 0.050574613438962565 0.037900 0.07680 0.09813
y38 38 0.04344009569377991 0.021569276027084198 0.027400 0.04830 0.05520
y39 39 0.04587846889952153 0.027788199563567897 0.015700 0.05100 0.06660
y40 40 0.0384494019138756 0.029981952330412717 0.014200 0.03870 0.04890
y41 41 0.04802815789473684 0.059045074292721655 0.007700 0.03295 0.04630
y42 42 0.04109055023923445 0.029110130910736436 0.011000 0.04180 0.06090
y43 43 0.07867337320574162 0.06924352924837432 0.037900 0.06950 0.08240
y44 44 0.029875837320574163 0.0140171844382638 0.015700 0.03600 0.04000
y45 45 0.049466459330143535 0.047734547249348495 0.018700 0.03970 0.05270
y46 46 0.04834724880382775 0.036093855806533466 0.016400 0.04880 0.06040
y47 47 0.05656887559808612 0.06233509353701429 0.014075 0.04745 0.06810
y48 48 0.07050141148325359 0.042398715993439924 0.037975 0.07375 0.08520
y49 49 0.07135387559808612 0.04212970221089716 0.032275 0.07405 0.09590
y50 50 0.04392722488038277 0.031111495694479206 0.021100 0.04695 0.05960
y51 51 0.0395116028708134 0.02816151433267812 0.014600 0.04255 0.05620
y52 52 0.0757133014354067 0.06647744358059217 0.020800 0.06785 0.08950
y53 53 0.043121961722488035 0.03651335316100825 0.019775 0.04590 0.05590
y54 54 0.054226004784688996 0.035276863530783055 0.026200 0.05735 0.06680
y55 55 0.1388615071770335 0.10141591846425305 0.045400 0.12225 0.20866
y56 56 0.059489904306220094 0.04938952264506487 0.025000 0.04140 0.07360
y57 57 0.05410119617224881 0.04379860261805577 0.017975 0.05760 0.07370
y58 58 0.0649894019138756 0.051852497141412004 0.027800 0.06090 0.07203
y59 59 0.052820550239234446 0.031845931695809564 0.023500 0.05710 0.06950
y60 60 0.06509619617224881 0.03995478914678854 0.030500 0.07000 0.08280
y61 61 0.05747533492822966 0.06464803226227638 0.014900 0.05060 0.06790
y62 62 0.048960622009569375 0.0401006666944904 0.013000 0.05130 0.06663
y63 63 0.05997004784688995 0.037495363325028744 0.025200 0.05930 0.07620

Criterion

criterion_eval shiroinu.criteria.MAELoss {}

Models

SA shiroinu.models.simple_average.SimpleAverage
{'seq_len': 672, 'pred_len': 168, 'period_len': 168}
SA09 shiroinu.models.simple_average.SimpleAverage
{'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.9}
SA08 shiroinu.models.simple_average.SimpleAverage
{'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.8}
SA07 shiroinu.models.simple_average.SimpleAverage
{'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.7}
SA06 shiroinu.models.simple_average.SimpleAverage
{'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.6}
SA05 shiroinu.models.simple_average.SimpleAverage
{'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.5}

Loss per Sample

  cols_org SA SA09 SA08 SA07 SA06 SA05 SA-SA09 SA-SA08 SA-SA07 SA-SA06 SA-SA05
mean 0.011982 0.011928 0.011895 0.011890 0.011921 0.011995 0.000054 0.000088 0.000093 0.000062 -0.000013
  cols_org SA SA09 SA08 SA07 SA06 SA05 SA-SA09 SA-SA08 SA-SA07 SA-SA06 SA-SA05
mean 0.011982 0.011928 0.011895 0.011890 0.011921 0.011995 0.000054 0.000088 0.000093 0.000062 -0.000013
y0 0 0.015146 0.015000 0.014860 0.014742 0.014625 0.014515 0.000145 0.000285 0.000403 0.000520 0.000631
y1 1 0.010460 0.010423 0.010393 0.010386 0.010394 0.010445 0.000037 0.000067 0.000074 0.000066 0.000016
y2 2 0.027577 0.027569 0.027626 0.027781 0.028027 0.028401 0.000008 -0.000049 -0.000204 -0.000450 -0.000823
y3 3 0.012289 0.012286 0.012305 0.012343 0.012409 0.012511 0.000003 -0.000016 -0.000054 -0.000119 -0.000222
y4 4 0.006007 0.005972 0.005949 0.005933 0.005926 0.005940 0.000035 0.000058 0.000074 0.000081 0.000067
y5 5 0.011567 0.011608 0.011675 0.011776 0.011931 0.012137 -0.000041 -0.000107 -0.000208 -0.000364 -0.000570
y6 6 0.010907 0.010842 0.010805 0.010802 0.010833 0.010905 0.000064 0.000101 0.000105 0.000074 0.000002
y7 7 0.008921 0.008889 0.008870 0.008871 0.008906 0.008979 0.000032 0.000051 0.000049 0.000015 -0.000059
y8 8 0.014435 0.014313 0.014206 0.014131 0.014100 0.014124 0.000122 0.000230 0.000304 0.000335 0.000311
y9 9 0.026077 0.025810 0.025564 0.025353 0.025191 0.025098 0.000267 0.000513 0.000723 0.000885 0.000978
y10 10 0.010737 0.010710 0.010712 0.010743 0.010808 0.010913 0.000027 0.000025 -0.000006 -0.000071 -0.000176
y11 11 0.010500 0.010393 0.010282 0.010178 0.010084 0.010004 0.000106 0.000217 0.000321 0.000415 0.000496
y12 12 0.019898 0.019834 0.019784 0.019760 0.019781 0.019858 0.000064 0.000114 0.000138 0.000117 0.000040
y13 13 0.010588 0.010513 0.010461 0.010428 0.010424 0.010455 0.000074 0.000127 0.000160 0.000163 0.000132
y14 14 0.019431 0.019408 0.019461 0.019582 0.019785 0.020061 0.000023 -0.000030 -0.000151 -0.000355 -0.000630
y15 15 0.014921 0.014870 0.014842 0.014836 0.014867 0.014931 0.000051 0.000080 0.000085 0.000054 -0.000010
y16 16 0.009177 0.009025 0.008873 0.008726 0.008598 0.008496 0.000153 0.000304 0.000451 0.000579 0.000681
y17 17 0.014499 0.014260 0.014030 0.013816 0.013636 0.013485 0.000239 0.000470 0.000684 0.000864 0.001015
y18 18 0.004781 0.004758 0.004747 0.004751 0.004778 0.004822 0.000023 0.000034 0.000030 0.000002 -0.000041
y19 19 0.014768 0.014666 0.014579 0.014505 0.014465 0.014453 0.000102 0.000188 0.000262 0.000303 0.000314
y20 20 0.000987 0.000935 0.000879 0.000818 0.000753 0.000686 0.000052 0.000108 0.000169 0.000234 0.000301
y21 21 0.020565 0.020548 0.020571 0.020633 0.020774 0.021012 0.000018 -0.000006 -0.000068 -0.000209 -0.000447
y22 22 0.007593 0.007559 0.007541 0.007554 0.007606 0.007694 0.000035 0.000053 0.000040 -0.000013 -0.000101
y23 23 0.023264 0.023235 0.023245 0.023319 0.023475 0.023755 0.000030 0.000019 -0.000055 -0.000211 -0.000491
y24 24 0.013854 0.013678 0.013519 0.013396 0.013340 0.013365 0.000175 0.000335 0.000458 0.000514 0.000489
y25 25 0.020825 0.020718 0.020639 0.020639 0.020716 0.020870 0.000107 0.000186 0.000186 0.000109 -0.000044
y26 26 0.008023 0.007997 0.007990 0.008009 0.008061 0.008147 0.000025 0.000033 0.000014 -0.000038 -0.000124
y27 27 0.008445 0.008379 0.008331 0.008308 0.008305 0.008326 0.000066 0.000113 0.000136 0.000140 0.000119
y28 28 0.010343 0.010292 0.010259 0.010254 0.010286 0.010360 0.000051 0.000084 0.000089 0.000057 -0.000017
y29 29 0.014142 0.014032 0.013924 0.013831 0.013768 0.013727 0.000110 0.000218 0.000311 0.000374 0.000415
y30 30 0.011248 0.011208 0.011200 0.011218 0.011266 0.011351 0.000040 0.000048 0.000030 -0.000018 -0.000103
y31 31 0.014361 0.014357 0.014388 0.014458 0.014580 0.014775 0.000004 -0.000028 -0.000097 -0.000219 -0.000415
y32 32 0.008965 0.008917 0.008889 0.008891 0.008927 0.009009 0.000048 0.000077 0.000074 0.000038 -0.000043
y33 33 0.014261 0.014250 0.014269 0.014317 0.014405 0.014538 0.000011 -0.000008 -0.000056 -0.000144 -0.000277
y34 34 0.004531 0.004528 0.004536 0.004565 0.004608 0.004667 0.000003 -0.000005 -0.000034 -0.000077 -0.000136
y35 35 0.006462 0.006480 0.006519 0.006580 0.006666 0.006777 -0.000018 -0.000057 -0.000118 -0.000203 -0.000315
y36 36 0.003582 0.003566 0.003558 0.003560 0.003575 0.003604 0.000016 0.000024 0.000021 0.000007 -0.000022
y37 37 0.014016 0.013962 0.013930 0.013931 0.013976 0.014080 0.000053 0.000086 0.000084 0.000040 -0.000064
y38 38 0.006208 0.006210 0.006225 0.006259 0.006313 0.006389 -0.000001 -0.000017 -0.000050 -0.000104 -0.000180
y39 39 0.000987 0.000935 0.000879 0.000818 0.000753 0.000686 0.000052 0.000108 0.000169 0.000234 0.000301
y40 40 0.006843 0.006842 0.006858 0.006895 0.006958 0.007046 0.000001 -0.000016 -0.000052 -0.000115 -0.000204
y41 41 0.009991 0.009960 0.009936 0.009935 0.009989 0.010108 0.000031 0.000055 0.000056 0.000002 -0.000116
y42 42 0.006520 0.006608 0.006710 0.006823 0.006944 0.007072 -0.000089 -0.000190 -0.000303 -0.000424 -0.000552
y43 43 0.016385 0.016373 0.016391 0.016466 0.016594 0.016791 0.000012 -0.000006 -0.000081 -0.000210 -0.000407
y44 44 0.002771 0.002761 0.002758 0.002763 0.002780 0.002810 0.000011 0.000013 0.000008 -0.000009 -0.000039
y45 45 0.019008 0.019068 0.019162 0.019306 0.019516 0.019795 -0.000060 -0.000154 -0.000298 -0.000509 -0.000787
y46 46 0.001374 0.001302 0.001224 0.001139 0.001048 0.000955 0.000072 0.000150 0.000235 0.000325 0.000419
y47 47 0.014979 0.014870 0.014762 0.014668 0.014597 0.014547 0.000109 0.000217 0.000311 0.000382 0.000432
y48 48 0.011638 0.011550 0.011495 0.011468 0.011475 0.011518 0.000087 0.000143 0.000170 0.000163 0.000119
y49 49 0.009629 0.009603 0.009601 0.009631 0.009698 0.009810 0.000026 0.000028 -0.000002 -0.000069 -0.000181
y50 50 0.008228 0.008243 0.008270 0.008313 0.008373 0.008453 -0.000015 -0.000042 -0.000085 -0.000145 -0.000225
y51 51 0.005677 0.005673 0.005684 0.005708 0.005741 0.005794 0.000004 -0.000006 -0.000031 -0.000064 -0.000116
y52 52 0.015400 0.015409 0.015460 0.015570 0.015733 0.015967 -0.000008 -0.000060 -0.000170 -0.000333 -0.000566
y53 53 0.009132 0.009061 0.009012 0.008983 0.008986 0.009043 0.000071 0.000120 0.000149 0.000146 0.000090
y54 54 0.010492 0.010454 0.010448 0.010481 0.010563 0.010703 0.000038 0.000043 0.000010 -0.000072 -0.000211
y55 55 0.032166 0.032099 0.032140 0.032324 0.032653 0.033178 0.000067 0.000026 -0.000158 -0.000487 -0.001012
y56 56 0.023108 0.022608 0.022088 0.021582 0.021110 0.020694 0.000499 0.001020 0.001526 0.001998 0.002413
y57 57 0.009578 0.009528 0.009490 0.009464 0.009447 0.009456 0.000050 0.000087 0.000114 0.000130 0.000122
y58 58 0.013769 0.013826 0.013909 0.014032 0.014202 0.014422 -0.000057 -0.000140 -0.000263 -0.000433 -0.000653
y59 59 0.006483 0.006480 0.006493 0.006526 0.006588 0.006676 0.000004 -0.000009 -0.000043 -0.000104 -0.000192
y60 60 0.010926 0.010962 0.011022 0.011120 0.011249 0.011417 -0.000036 -0.000096 -0.000194 -0.000323 -0.000491
y61 61 0.016159 0.016075 0.016016 0.015979 0.015989 0.016040 0.000085 0.000143 0.000180 0.000170 0.000119
y62 62 0.011192 0.011053 0.010930 0.010827 0.010751 0.010725 0.000139 0.000263 0.000365 0.000441 0.000468
y63 63 0.010080 0.010074 0.010091 0.010133 0.010210 0.010339 0.000006 -0.000011 -0.000053 -0.000131 -0.000259

Prediction Plot

Prediction Plot (Diff)